Tumor evolution project

Data used

In this notebook, we are using the maf_autopsy.tsv file generated from the 01-preprocess-data.Rmd script. We will also use the oncoprint goi list from OpenPedCan oncoprint-goi-lists-OpenPedCan-gencode-v39.csv.

Set up

suppressPackageStartupMessages({
  library(tidyverse)
  library(ggrepel)
})

Directories and File Inputs/Outputs

# Detect the ".git" folder. This will be in the project root directory.
# Use this as the root directory to ensure proper sourcing of functions
# no matter where this is called from.
root_dir <- rprojroot::find_root(rprojroot::has_dir(".git"))
scratch_dir <- file.path(root_dir, "scratch")
analysis_dir <- file.path(root_dir, "analyses", "tmb-vaf-longitudinal") 
input_dir <- file.path(analysis_dir, "input")

# Input files
maf_autopsy_file <- file.path(scratch_dir, "maf_autopsy.tsv")
oncoprint_goi_file <- file.path(input_dir, "oncoprint-goi-lists-OpenPedCan-gencode-v39.csv")
palette_file <- file.path(root_dir, "figures", "palettes", "timepoint_color_palette.tsv")

# File path to plots directory
plots_dir <-
  file.path(analysis_dir, "plots")
if (!dir.exists(plots_dir)) {
  dir.create(plots_dir)
}

source(paste0(analysis_dir, "/util/function-create-corplot.R"))
source(paste0(root_dir, "/figures/scripts/theme.R"))

Read in data and process

# Read maf_autopsy file generated from step `01-process-data.Rmd`
maf_autopsy <- readr::read_tsv(maf_autopsy_file, guess_max = 100000, show_col_types = FALSE)

# Read oncoprint_goi_file
# We will use the following list of genes and then we will create a label to select the ones for the corplots.
oncoprint_goi <- read.csv(oncoprint_goi_file, stringsAsFactor = FALSE) %>%
  select(LGAT, Embryonal.tumor, HGAT, Other) 

# let's create a list with the genes to be used for the corplots
oncoprint_goi <- data.frame(goi_list = unlist(oncoprint_goi)) 

# remove empty rows
oncoprint_goi <- oncoprint_goi[!apply(oncoprint_goi == "", 1, all), ] 
oncoprint_goi <- data.frame(oncoprint_goi)

# Read palette_df file
palette_df <- readr::read_tsv(palette_file, guess_max = 100000, show_col_types = FALSE)

Corplots for each Patient case and per biospecimen_id and timepoint

# We will define samples based on the "Kids_First_Participant_ID" column 
samples <- unique(as.character(maf_autopsy$Kids_First_Participant_ID))
print(samples)
 [1] "PT_19GCSK2S" "PT_1H2REHT2" "PT_23NZGSRJ" "PT_37B5JRP1" "PT_394ZA6P7" "PT_3CHB9PK5" "PT_3KM9W8S8"
 [8] "PT_5NS35B66" "PT_6N825561" "PT_75HRTX4S" "PT_8GN3TQRM" "PT_CXT81GRM" "PT_DNAJYFZT" "PT_DVXE38EX"
[15] "PT_FA2F3HQG" "PT_GTHZF21E" "PT_HFQNKP5X" "PT_HJMP6PH2" "PT_KBFM551M" "PT_KTRJ8TFY" "PT_KZ56XHJT"
[22] "PT_MDWPRDBT" "PT_MNSEJCDM" "PT_NJQ26FHN" "PT_NZ85YSJ1" "PT_PR4YBBH3" "PT_RJ1TJ2KH" "PT_WYXTEG3E"
[29] "PT_Z4BF2NSB"
for (i in seq_along(samples)) {
  print(i)
  maf_sub <- maf_autopsy %>%
    filter(Kids_First_Participant_ID == samples[i])
  timepoints_other_plots <- unique(maf_sub$timepoints_other)
  timepoints_other_plots <- timepoints_other_plots[!timepoints_other_plots == "4"]
  print(timepoints_other_plots)
  timepoints_deceased_plots <- unique(maf_sub$timepoints_deceased)
  timepoints_deceased_plots <- timepoints_deceased_plots[!timepoints_deceased_plots %in% c("1", "2", "3")]
  print(timepoints_deceased_plots)
  
# Run corplot
  for (t in seq_along(timepoints_deceased_plots)){
    for (k in seq_along(timepoints_other_plots)){
      fname <- paste0(plots_dir, "/", samples[i], "-", timepoints_other_plots[k], "-vs-", timepoints_deceased_plots[t], "-vaf-corplot.pdf")
      print(fname)
      p <- create_corplot(maf = maf_sub,
                          timepoints_other_plot = timepoints_other_plots[k],
                          timepoints_deceased_plot = timepoints_deceased_plots[t],
                          sid = samples[i])
      pdf(file = fname, width = 10, height = 8)
      print(p)
      dev.off()
    }
  }
  }  
[1] 1
[1] "Diagnosis_BS_3KD309X6"
[1] "Deceased_BS_AH252MTC" "Deceased_BS_FZ8D57HJ" "Deceased_BS_GH6PH611" "Deceased_BS_NXT37ZPA"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_19GCSK2S-Diagnosis_BS_3KD309X6-vs-Deceased_BS_AH252MTC-vaf-corplot.pdf"
Warning: `aes_string()` was deprecated in ggplot2 3.0.0.
Please use tidy evaluation idioms with `aes()`. 
See also `vignette("ggplot2-in-packages")` for more information.
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_19GCSK2S-Diagnosis_BS_3KD309X6-vs-Deceased_BS_FZ8D57HJ-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_19GCSK2S-Diagnosis_BS_3KD309X6-vs-Deceased_BS_GH6PH611-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_19GCSK2S-Diagnosis_BS_3KD309X6-vs-Deceased_BS_NXT37ZPA-vaf-corplot.pdf"
[1] 2
[1] "Progressive_BS_79SYEHY3" "Progressive_BS_7M7JNG00"
[1] "Deceased_BS_96S0VQBN"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_1H2REHT2-Progressive_BS_79SYEHY3-vs-Deceased_BS_96S0VQBN-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_1H2REHT2-Progressive_BS_7M7JNG00-vs-Deceased_BS_96S0VQBN-vaf-corplot.pdf"
[1] 3
[1] "Diagnosis_BS_05S9WJW6"
[1] "Deceased_BS_209RV8H2" "Deceased_BS_CCHHH752" "Deceased_BS_CJ2G78ZZ" "Deceased_BS_F2MTFYFR"
[5] "Deceased_BS_GNXGGWFN" "Deceased_BS_H8JZ6CZR" "Deceased_BS_Q03MVGN6"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_23NZGSRJ-Diagnosis_BS_05S9WJW6-vs-Deceased_BS_209RV8H2-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_23NZGSRJ-Diagnosis_BS_05S9WJW6-vs-Deceased_BS_CCHHH752-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_23NZGSRJ-Diagnosis_BS_05S9WJW6-vs-Deceased_BS_CJ2G78ZZ-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_23NZGSRJ-Diagnosis_BS_05S9WJW6-vs-Deceased_BS_F2MTFYFR-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_23NZGSRJ-Diagnosis_BS_05S9WJW6-vs-Deceased_BS_GNXGGWFN-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_23NZGSRJ-Diagnosis_BS_05S9WJW6-vs-Deceased_BS_H8JZ6CZR-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_23NZGSRJ-Diagnosis_BS_05S9WJW6-vs-Deceased_BS_Q03MVGN6-vaf-corplot.pdf"
[1] 4
[1] "Diagnosis_BS_EJV0N3BX"
[1] "Deceased_BS_8Q8N6AHW"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_37B5JRP1-Diagnosis_BS_EJV0N3BX-vs-Deceased_BS_8Q8N6AHW-vaf-corplot.pdf"
[1] 5
[1] "Diagnosis_BS_1KP6JADZ"
[1] "Deceased_BS_Q41J76W9"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_394ZA6P7-Diagnosis_BS_1KP6JADZ-vs-Deceased_BS_Q41J76W9-vaf-corplot.pdf"
[1] 6
[1] "Diagnosis_BS_20TBZG09"
[1] "Deceased_BS_8AY2GM4G"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_3CHB9PK5-Diagnosis_BS_20TBZG09-vs-Deceased_BS_8AY2GM4G-vaf-corplot.pdf"
[1] 7
[1] "Diagnosis_BS_859AV1DB"
[1] "Deceased_BS_2NQXY528" "Deceased_BS_4BB136DY" "Deceased_BS_EQQZ90JQ" "Deceased_BS_MS8TBCWJ"
[5] "Deceased_BS_P8FXRTZ2" "Deceased_BS_QR84QJN4"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_3KM9W8S8-Diagnosis_BS_859AV1DB-vs-Deceased_BS_2NQXY528-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_3KM9W8S8-Diagnosis_BS_859AV1DB-vs-Deceased_BS_4BB136DY-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_3KM9W8S8-Diagnosis_BS_859AV1DB-vs-Deceased_BS_EQQZ90JQ-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_3KM9W8S8-Diagnosis_BS_859AV1DB-vs-Deceased_BS_MS8TBCWJ-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_3KM9W8S8-Diagnosis_BS_859AV1DB-vs-Deceased_BS_P8FXRTZ2-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_3KM9W8S8-Diagnosis_BS_859AV1DB-vs-Deceased_BS_QR84QJN4-vaf-corplot.pdf"
[1] 8
[1] "Diagnosis_BS_SVKMG97S"
[1] "Deceased_BS_F0JN3TFM"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_5NS35B66-Diagnosis_BS_SVKMG97S-vs-Deceased_BS_F0JN3TFM-vaf-corplot.pdf"
[1] 9
[1] "Progressive_BS_E0S2Y0TS"
[1] "Deceased_BS_0YWFFRYV" "Deceased_BS_3V7ZNBTG" "Deceased_BS_YTCYVVY9"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_6N825561-Progressive_BS_E0S2Y0TS-vs-Deceased_BS_0YWFFRYV-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_6N825561-Progressive_BS_E0S2Y0TS-vs-Deceased_BS_3V7ZNBTG-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_6N825561-Progressive_BS_E0S2Y0TS-vs-Deceased_BS_YTCYVVY9-vaf-corplot.pdf"
[1] 10
[1] "Diagnosis_BS_7YGM7F5R"
[1] "Deceased_BS_3CDQYJ5Q" "Deceased_BS_WTGPN218"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_75HRTX4S-Diagnosis_BS_7YGM7F5R-vs-Deceased_BS_3CDQYJ5Q-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_75HRTX4S-Diagnosis_BS_7YGM7F5R-vs-Deceased_BS_WTGPN218-vaf-corplot.pdf"
[1] 11
[1] "Recurrence_BS_QQP17PDQ"  "Progressive_BS_RXSBJ929"
[1] "Deceased_BS_S791VC80"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_8GN3TQRM-Recurrence_BS_QQP17PDQ-vs-Deceased_BS_S791VC80-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_8GN3TQRM-Progressive_BS_RXSBJ929-vs-Deceased_BS_S791VC80-vaf-corplot.pdf"
[1] 12
[1] "Diagnosis_BS_HZNKSQ17"
[1] "Deceased_BS_3CG2N4PD"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_CXT81GRM-Diagnosis_BS_HZNKSQ17-vs-Deceased_BS_3CG2N4PD-vaf-corplot.pdf"
[1] 13
[1] "Recurrence_BS_EJ1H9PZY"
[1] "Deceased_BS_8XJJVBQP"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_DNAJYFZT-Recurrence_BS_EJ1H9PZY-vs-Deceased_BS_8XJJVBQP-vaf-corplot.pdf"
[1] 14
[1] "Diagnosis_BS_NSWP72M6"   "Progressive_BS_P3R9QZKP" "Recurrence_BS_Y386XSV3" 
[1] "Deceased_BS_ERRA7V0W"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_DVXE38EX-Diagnosis_BS_NSWP72M6-vs-Deceased_BS_ERRA7V0W-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_DVXE38EX-Progressive_BS_P3R9QZKP-vs-Deceased_BS_ERRA7V0W-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_DVXE38EX-Recurrence_BS_Y386XSV3-vs-Deceased_BS_ERRA7V0W-vaf-corplot.pdf"
[1] 15
[1] "Diagnosis_BS_G9WRA2N1"
[1] "Deceased_BS_S78482NX"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_FA2F3HQG-Diagnosis_BS_G9WRA2N1-vs-Deceased_BS_S78482NX-vaf-corplot.pdf"
[1] 16
[1] "Diagnosis_BS_N4S9T8F5"
[1] "Deceased_BS_3A7YMV93" "Deceased_BS_5PR4KXE1" "Deceased_BS_D3BH8D4Y" "Deceased_BS_EV071CE1"
[5] "Deceased_BS_FQBVBTCY" "Deceased_BS_M4KR9DSE" "Deceased_BS_T3WNX1E2" "Deceased_BS_Z7806Z75"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_GTHZF21E-Diagnosis_BS_N4S9T8F5-vs-Deceased_BS_3A7YMV93-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_GTHZF21E-Diagnosis_BS_N4S9T8F5-vs-Deceased_BS_5PR4KXE1-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_GTHZF21E-Diagnosis_BS_N4S9T8F5-vs-Deceased_BS_D3BH8D4Y-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_GTHZF21E-Diagnosis_BS_N4S9T8F5-vs-Deceased_BS_EV071CE1-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_GTHZF21E-Diagnosis_BS_N4S9T8F5-vs-Deceased_BS_FQBVBTCY-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_GTHZF21E-Diagnosis_BS_N4S9T8F5-vs-Deceased_BS_M4KR9DSE-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_GTHZF21E-Diagnosis_BS_N4S9T8F5-vs-Deceased_BS_T3WNX1E2-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_GTHZF21E-Diagnosis_BS_N4S9T8F5-vs-Deceased_BS_Z7806Z75-vaf-corplot.pdf"
[1] 17
[1] "Recurrence_BS_6F49F7WH"  "Progressive_BS_9GN1QA3Q" "Progressive_BS_FBJ516WW"
[1] "Deceased_BS_2MPNPD28" "Deceased_BS_5B6XZ7YP" "Deceased_BS_FVPZ3CYY" "Deceased_BS_MAHWW7NR"
[5] "Deceased_BS_SCW1FS55" "Deceased_BS_VZB4K7NV"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_HFQNKP5X-Recurrence_BS_6F49F7WH-vs-Deceased_BS_2MPNPD28-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_HFQNKP5X-Progressive_BS_9GN1QA3Q-vs-Deceased_BS_2MPNPD28-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_HFQNKP5X-Progressive_BS_FBJ516WW-vs-Deceased_BS_2MPNPD28-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_HFQNKP5X-Recurrence_BS_6F49F7WH-vs-Deceased_BS_5B6XZ7YP-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_HFQNKP5X-Progressive_BS_9GN1QA3Q-vs-Deceased_BS_5B6XZ7YP-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_HFQNKP5X-Progressive_BS_FBJ516WW-vs-Deceased_BS_5B6XZ7YP-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_HFQNKP5X-Recurrence_BS_6F49F7WH-vs-Deceased_BS_FVPZ3CYY-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_HFQNKP5X-Progressive_BS_9GN1QA3Q-vs-Deceased_BS_FVPZ3CYY-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_HFQNKP5X-Progressive_BS_FBJ516WW-vs-Deceased_BS_FVPZ3CYY-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_HFQNKP5X-Recurrence_BS_6F49F7WH-vs-Deceased_BS_MAHWW7NR-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_HFQNKP5X-Progressive_BS_9GN1QA3Q-vs-Deceased_BS_MAHWW7NR-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_HFQNKP5X-Progressive_BS_FBJ516WW-vs-Deceased_BS_MAHWW7NR-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_HFQNKP5X-Recurrence_BS_6F49F7WH-vs-Deceased_BS_SCW1FS55-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_HFQNKP5X-Progressive_BS_9GN1QA3Q-vs-Deceased_BS_SCW1FS55-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_HFQNKP5X-Progressive_BS_FBJ516WW-vs-Deceased_BS_SCW1FS55-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_HFQNKP5X-Recurrence_BS_6F49F7WH-vs-Deceased_BS_VZB4K7NV-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_HFQNKP5X-Progressive_BS_9GN1QA3Q-vs-Deceased_BS_VZB4K7NV-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_HFQNKP5X-Progressive_BS_FBJ516WW-vs-Deceased_BS_VZB4K7NV-vaf-corplot.pdf"
[1] 18
[1] "Recurrence_BS_9SVMVJ45" "Diagnosis_BS_XKM2EAT4" 
[1] "Deceased_BS_3XW15QAZ" "Deceased_BS_4CT3A9PQ" "Deceased_BS_FS48BMA3" "Deceased_BS_GXFX6VW1"
[5] "Deceased_BS_RNAADGMF"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_HJMP6PH2-Recurrence_BS_9SVMVJ45-vs-Deceased_BS_3XW15QAZ-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_HJMP6PH2-Diagnosis_BS_XKM2EAT4-vs-Deceased_BS_3XW15QAZ-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_HJMP6PH2-Recurrence_BS_9SVMVJ45-vs-Deceased_BS_4CT3A9PQ-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_HJMP6PH2-Diagnosis_BS_XKM2EAT4-vs-Deceased_BS_4CT3A9PQ-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_HJMP6PH2-Recurrence_BS_9SVMVJ45-vs-Deceased_BS_FS48BMA3-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_HJMP6PH2-Diagnosis_BS_XKM2EAT4-vs-Deceased_BS_FS48BMA3-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_HJMP6PH2-Recurrence_BS_9SVMVJ45-vs-Deceased_BS_GXFX6VW1-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_HJMP6PH2-Diagnosis_BS_XKM2EAT4-vs-Deceased_BS_GXFX6VW1-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_HJMP6PH2-Recurrence_BS_9SVMVJ45-vs-Deceased_BS_RNAADGMF-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_HJMP6PH2-Diagnosis_BS_XKM2EAT4-vs-Deceased_BS_RNAADGMF-vaf-corplot.pdf"
[1] 19
[1] "Diagnosis_BS_9P4NDTKJ" "Diagnosis_BS_M0B42FPR" "Diagnosis_BS_M5FM63EB" "Diagnosis_BS_WYTDVC0Y"
[1] "Deceased_BS_J8EK6RNF"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_KBFM551M-Diagnosis_BS_9P4NDTKJ-vs-Deceased_BS_J8EK6RNF-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_KBFM551M-Diagnosis_BS_M0B42FPR-vs-Deceased_BS_J8EK6RNF-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_KBFM551M-Diagnosis_BS_M5FM63EB-vs-Deceased_BS_J8EK6RNF-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_KBFM551M-Diagnosis_BS_WYTDVC0Y-vs-Deceased_BS_J8EK6RNF-vaf-corplot.pdf"
[1] 20
[1] "Diagnosis_BS_3VKW5988" "Diagnosis_BS_402W79TS" "Diagnosis_BS_BQ81D2BP"
[1] "Deceased_BS_5968GBGT" "Deceased_BS_AF5D41PD" "Deceased_BS_EE73VE7V" "Deceased_BS_HYKV2TH9"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_KTRJ8TFY-Diagnosis_BS_3VKW5988-vs-Deceased_BS_5968GBGT-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_KTRJ8TFY-Diagnosis_BS_402W79TS-vs-Deceased_BS_5968GBGT-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_KTRJ8TFY-Diagnosis_BS_BQ81D2BP-vs-Deceased_BS_5968GBGT-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_KTRJ8TFY-Diagnosis_BS_3VKW5988-vs-Deceased_BS_AF5D41PD-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_KTRJ8TFY-Diagnosis_BS_402W79TS-vs-Deceased_BS_AF5D41PD-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_KTRJ8TFY-Diagnosis_BS_BQ81D2BP-vs-Deceased_BS_AF5D41PD-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_KTRJ8TFY-Diagnosis_BS_3VKW5988-vs-Deceased_BS_EE73VE7V-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_KTRJ8TFY-Diagnosis_BS_402W79TS-vs-Deceased_BS_EE73VE7V-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_KTRJ8TFY-Diagnosis_BS_BQ81D2BP-vs-Deceased_BS_EE73VE7V-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_KTRJ8TFY-Diagnosis_BS_3VKW5988-vs-Deceased_BS_HYKV2TH9-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_KTRJ8TFY-Diagnosis_BS_402W79TS-vs-Deceased_BS_HYKV2TH9-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_KTRJ8TFY-Diagnosis_BS_BQ81D2BP-vs-Deceased_BS_HYKV2TH9-vaf-corplot.pdf"
[1] 21
[1] "Progressive_BS_0ATJ22QA" "Progressive_BS_9DN4QR6E" "Diagnosis_BS_FWP8ZA4K"   "Diagnosis_BS_H8NWA41N"  
[1] "Deceased_BS_1Q524P3B" "Deceased_BS_22VCR7DF" "Deceased_BS_AK9BV52G" "Deceased_BS_D6STCMQS"
[5] "Deceased_BS_X5VN0FW0" "Deceased_BS_YHXMYDBN"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_KZ56XHJT-Progressive_BS_0ATJ22QA-vs-Deceased_BS_1Q524P3B-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_KZ56XHJT-Progressive_BS_9DN4QR6E-vs-Deceased_BS_1Q524P3B-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_KZ56XHJT-Diagnosis_BS_FWP8ZA4K-vs-Deceased_BS_1Q524P3B-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_KZ56XHJT-Diagnosis_BS_H8NWA41N-vs-Deceased_BS_1Q524P3B-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_KZ56XHJT-Progressive_BS_0ATJ22QA-vs-Deceased_BS_22VCR7DF-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_KZ56XHJT-Progressive_BS_9DN4QR6E-vs-Deceased_BS_22VCR7DF-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_KZ56XHJT-Diagnosis_BS_FWP8ZA4K-vs-Deceased_BS_22VCR7DF-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_KZ56XHJT-Diagnosis_BS_H8NWA41N-vs-Deceased_BS_22VCR7DF-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_KZ56XHJT-Progressive_BS_0ATJ22QA-vs-Deceased_BS_AK9BV52G-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_KZ56XHJT-Progressive_BS_9DN4QR6E-vs-Deceased_BS_AK9BV52G-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_KZ56XHJT-Diagnosis_BS_FWP8ZA4K-vs-Deceased_BS_AK9BV52G-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_KZ56XHJT-Diagnosis_BS_H8NWA41N-vs-Deceased_BS_AK9BV52G-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_KZ56XHJT-Progressive_BS_0ATJ22QA-vs-Deceased_BS_D6STCMQS-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_KZ56XHJT-Progressive_BS_9DN4QR6E-vs-Deceased_BS_D6STCMQS-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_KZ56XHJT-Diagnosis_BS_FWP8ZA4K-vs-Deceased_BS_D6STCMQS-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_KZ56XHJT-Diagnosis_BS_H8NWA41N-vs-Deceased_BS_D6STCMQS-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_KZ56XHJT-Progressive_BS_0ATJ22QA-vs-Deceased_BS_X5VN0FW0-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_KZ56XHJT-Progressive_BS_9DN4QR6E-vs-Deceased_BS_X5VN0FW0-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_KZ56XHJT-Diagnosis_BS_FWP8ZA4K-vs-Deceased_BS_X5VN0FW0-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_KZ56XHJT-Diagnosis_BS_H8NWA41N-vs-Deceased_BS_X5VN0FW0-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_KZ56XHJT-Progressive_BS_0ATJ22QA-vs-Deceased_BS_YHXMYDBN-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_KZ56XHJT-Progressive_BS_9DN4QR6E-vs-Deceased_BS_YHXMYDBN-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_KZ56XHJT-Diagnosis_BS_FWP8ZA4K-vs-Deceased_BS_YHXMYDBN-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_KZ56XHJT-Diagnosis_BS_H8NWA41N-vs-Deceased_BS_YHXMYDBN-vaf-corplot.pdf"
[1] 22
[1] "Recurrence_BS_00TRPEQX"  "Recurrence_BS_BQWMQM2Y"  "Progressive_BS_D368BNRD"
[1] "Deceased_BS_1M63B97V"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_MDWPRDBT-Recurrence_BS_00TRPEQX-vs-Deceased_BS_1M63B97V-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_MDWPRDBT-Recurrence_BS_BQWMQM2Y-vs-Deceased_BS_1M63B97V-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_MDWPRDBT-Progressive_BS_D368BNRD-vs-Deceased_BS_1M63B97V-vaf-corplot.pdf"
[1] 23
[1] "Diagnosis_BS_CBMAWSAR" "Diagnosis_BS_ZSH09N84"
[1] "Deceased_BS_J8EH1N7V" "Deceased_BS_Y74XAFJX"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_MNSEJCDM-Diagnosis_BS_CBMAWSAR-vs-Deceased_BS_J8EH1N7V-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_MNSEJCDM-Diagnosis_BS_ZSH09N84-vs-Deceased_BS_J8EH1N7V-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_MNSEJCDM-Diagnosis_BS_CBMAWSAR-vs-Deceased_BS_Y74XAFJX-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_MNSEJCDM-Diagnosis_BS_ZSH09N84-vs-Deceased_BS_Y74XAFJX-vaf-corplot.pdf"
[1] 24
[1] "Recurrence_BS_JZ61AA7Z" "Diagnosis_BS_NXTB7A9N" 
[1] "Deceased_BS_7XEEQM3X" "Deceased_BS_AYR6PJN0"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_NJQ26FHN-Recurrence_BS_JZ61AA7Z-vs-Deceased_BS_7XEEQM3X-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_NJQ26FHN-Diagnosis_BS_NXTB7A9N-vs-Deceased_BS_7XEEQM3X-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_NJQ26FHN-Recurrence_BS_JZ61AA7Z-vs-Deceased_BS_AYR6PJN0-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_NJQ26FHN-Diagnosis_BS_NXTB7A9N-vs-Deceased_BS_AYR6PJN0-vaf-corplot.pdf"
[1] 25
[1] "Diagnosis_BS_4HRYS7JY"
[1] "Deceased_BS_Q7QH96SX"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_NZ85YSJ1-Diagnosis_BS_4HRYS7JY-vs-Deceased_BS_Q7QH96SX-vaf-corplot.pdf"
[1] 26
[1] "Diagnosis_BS_PPY0EWPG"
[1] "Deceased_BS_C2NH5FDT"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_PR4YBBH3-Diagnosis_BS_PPY0EWPG-vs-Deceased_BS_C2NH5FDT-vaf-corplot.pdf"
[1] 27
[1] "Diagnosis_BS_6GN1FGTB"
[1] "Deceased_BS_6VKKMM6M"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_RJ1TJ2KH-Diagnosis_BS_6GN1FGTB-vs-Deceased_BS_6VKKMM6M-vaf-corplot.pdf"
[1] 28
[1] "Progressive_BS_G9B420R9"
[1] "Deceased_BS_H13TBC1X"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_WYXTEG3E-Progressive_BS_G9B420R9-vs-Deceased_BS_H13TBC1X-vaf-corplot.pdf"
[1] 29
[1] "Recurrence_BS_EJP43CD9" "Diagnosis_BS_W2QCHQ7E" 
[1] "Deceased_BS_2T4EJ6KN" "Deceased_BS_537YFJ06" "Deceased_BS_C6T8F9K7" "Deceased_BS_GSXNQNRY"
[5] "Deceased_BS_M29BNE7Z" "Deceased_BS_MRN9VDQ0"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_Z4BF2NSB-Recurrence_BS_EJP43CD9-vs-Deceased_BS_2T4EJ6KN-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_Z4BF2NSB-Diagnosis_BS_W2QCHQ7E-vs-Deceased_BS_2T4EJ6KN-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_Z4BF2NSB-Recurrence_BS_EJP43CD9-vs-Deceased_BS_537YFJ06-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_Z4BF2NSB-Diagnosis_BS_W2QCHQ7E-vs-Deceased_BS_537YFJ06-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_Z4BF2NSB-Recurrence_BS_EJP43CD9-vs-Deceased_BS_C6T8F9K7-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_Z4BF2NSB-Diagnosis_BS_W2QCHQ7E-vs-Deceased_BS_C6T8F9K7-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_Z4BF2NSB-Recurrence_BS_EJP43CD9-vs-Deceased_BS_GSXNQNRY-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_Z4BF2NSB-Diagnosis_BS_W2QCHQ7E-vs-Deceased_BS_GSXNQNRY-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_Z4BF2NSB-Recurrence_BS_EJP43CD9-vs-Deceased_BS_M29BNE7Z-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_Z4BF2NSB-Diagnosis_BS_W2QCHQ7E-vs-Deceased_BS_M29BNE7Z-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_Z4BF2NSB-Recurrence_BS_EJP43CD9-vs-Deceased_BS_MRN9VDQ0-vaf-corplot.pdf"
[1] "/Users/chronia/CHOP/GitHub/pbta-tumor-evolution/analyses/tmb-vaf-longitudinal/plots/PT_Z4BF2NSB-Diagnosis_BS_W2QCHQ7E-vs-Deceased_BS_MRN9VDQ0-vaf-corplot.pdf"

sessionInfo()
R version 4.2.3 (2023-03-15)
Platform: aarch64-apple-darwin20 (64-bit)
Running under: macOS Ventura 13.4.1

Matrix products: default
LAPACK: /Library/Frameworks/R.framework/Versions/4.2-arm64/Resources/lib/libRlapack.dylib

locale:
[1] en_US.UTF-8/en_US.UTF-8/en_US.UTF-8/C/en_US.UTF-8/en_US.UTF-8

attached base packages:
[1] grid      stats     graphics  grDevices utils     datasets  methods   base     

other attached packages:
 [1] ggrepel_0.9.3   ggthemes_4.2.4  lubridate_1.9.2 forcats_1.0.0   stringr_1.5.0   dplyr_1.1.2    
 [7] purrr_1.0.1     readr_2.1.4     tidyr_1.3.0     tibble_3.2.1    ggplot2_3.4.2   tidyverse_2.0.0

loaded via a namespace (and not attached):
 [1] Rcpp_1.0.11            rprojroot_2.0.3        digest_0.6.33          utf8_1.2.3            
 [5] R6_2.5.1               GenomeInfoDb_1.34.9    stats4_4.2.3           evaluate_0.21         
 [9] pillar_1.9.0           zlibbioc_1.44.0        rlang_1.1.1            rstudioapi_0.15.0     
[13] data.table_1.14.8      jquerylib_0.1.4        R.oo_1.25.0            R.utils_2.12.2        
[17] S4Vectors_0.36.2       rmarkdown_2.23         textshaping_0.3.6      labeling_0.4.2        
[21] RCurl_1.98-1.12        bit_4.0.5              munsell_0.5.0          compiler_4.2.3        
[25] xfun_0.39              pkgconfig_2.0.3        systemfonts_1.0.4      BiocGenerics_0.44.0   
[29] htmltools_0.5.5        tidyselect_1.2.0       GenomeInfoDbData_1.2.9 IRanges_2.32.0        
[33] fansi_1.0.4            crayon_1.5.2           tzdb_0.4.0             withr_2.5.0           
[37] R.methodsS3_1.8.2      bitops_1.0-7           jsonlite_1.8.7         gtable_0.3.3          
[41] lifecycle_1.0.3        magrittr_2.0.3         scales_1.2.1           cli_3.6.1             
[45] stringi_1.7.12         vroom_1.6.3            cachem_1.0.8           farver_2.1.1          
[49] XVector_0.38.0         bslib_0.5.0            ragg_1.2.5             generics_0.1.3        
[53] vctrs_0.6.3            tools_4.2.3            bit64_4.0.5            glue_1.6.2            
[57] hms_1.1.3              parallel_4.2.3         fastmap_1.1.1          yaml_2.3.7            
[61] timechange_0.2.0       colorspace_2.1-0       GenomicRanges_1.50.2   knitr_1.43            
[65] sass_0.4.7            
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